Batch classification via OpenRouter (claude-sonnet-4). 165 entities
remain unclassified due to credit exhaustion; incremental skip means
a follow-up run will complete them automatically.
Type × VSM matrix (823 entities):
S1 S2 S3 S3* S4 S5
Element 86 75 58 21 43 32 (315 total, 38%)
Process 39 42 37 17 67 24 (226 total, 28%)
Institution 4 12 30 24 . 52 (122 total, 15%)
Principle 3 7 15 2 43 32 (102 total, 12%)
Relation 2 14 5 5 22 10 (58 total, 7%)
Matrix fill: 29/30 cells (Institution/S4 empty — expected)
Metrics updated: type_entropy=2.0936, vsm_type_matrix_cells=29
Also:
- BatchEvaluator gains delay_seconds param for rate-limited providers
- classify CLI gains --rpm option (--rpm 10 for Gemini free tier)
- history.write_metrics_file now handles non-float metric values
(type_distribution is a dict, was crashing round())
- run_entity_classification forwards delay_seconds to BatchEvaluator
- classify-links and graph commands added by user (entities --by-type,
graph --format mermaid/dot, classify-links for Relation enrichment)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
1.1 KiB
1.1 KiB
entity_slug, entity_type, vsm_system, type_rationale, vsm_rationale, classified_at
| entity_slug | entity_type | vsm_system | type_rationale | vsm_rationale | classified_at |
|---|---|---|---|---|---|
| demand_for_labour | Element | S2 | Demand for Labour is described as "the need for workers" that exists as a persistent economic force or stock of requirements in the economy, rather than being an activity, relationship, or abstract principle. | As the key determinant of wages that regulates labor production through market signals, Demand for Labour functions as a coordination mechanism that helps prevent oscillations in the labor market by signaling appropriate wage levels. | 2026-02-23T10:57:49.956305 |
Classification: Demand For Labour
Entity Type
Element
VSM System
S2
Type Rationale
Demand for Labour is described as "the need for workers" that exists as a persistent economic force or stock of requirements in the economy, rather than being an activity, relationship, or abstract principle.
VSM Rationale
As the key determinant of wages that regulates labor production through market signals, Demand for Labour functions as a coordination mechanism that helps prevent oscillations in the labor market by signaling appropriate wage levels.